{"id":"W3035853840","doi":"10.1063/5.0010055","title":"Zero-shear viscosity of Fraenkel dumbbell suspensions","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dumbbell; Physics; Viscoelasticity; Shear flow; Mechanics; Shear rate; Shear (geology); Viscosity; Shear stress; Simple shear; Classical mechanics; Cauchy stress tensor; Thermodynamics; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000446458,0.0001201149,0.0003339086,0.00001386656,0.00003965757,0.000001603078,0.0001709285,0.00006728717,0.00002845061],"category_scores_gemma":[0.00009250425,0.0001195468,0.0001238682,0.0001674347,0.0001426405,0.00005947718,0.0001635631,0.0001691088,0.0000289573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008687212,"about_ca_system_score_gemma":0.00001481924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002684751,"about_ca_topic_score_gemma":6.380715e-7,"domain_scores_codex":[0.9992939,0.00001297614,0.0002403696,0.0001626912,0.0001283719,0.0001616571],"domain_scores_gemma":[0.999495,0.0001044082,0.00004844974,0.0001947804,0.00009279416,0.00006458175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002951707,0.00008685464,0.002922292,0.00009123662,0.0001048812,0.00000161444,0.0006437455,0.002599315,0.8781949,0.1143433,0.0007940183,0.0001883552],"study_design_scores_gemma":[0.0007760766,0.0001831288,0.002596583,0.00006103567,0.0001081856,9.67123e-7,0.00007198449,0.5428427,0.4466383,0.006220945,0.0001802797,0.0003197314],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4804793,0.0004769338,0.5130595,0.0006358835,0.0001245468,0.0001182182,0.00004116252,0.00009161089,0.004972868],"genre_scores_gemma":[0.9965673,0.00006545298,0.003039793,0.00009970846,0.00007597855,0.000002296349,0.000009184683,0.00001586418,0.0001244179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5402434,"threshold_uncertainty_score":0.4874977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01976124351015404,"score_gpt":0.2345867050435537,"score_spread":0.2148254615333996,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}